iTechGuides is reader-supported. When you buy through links on our site, we may earn an affiliate commission. As an Amazon Associate I earn from qualifying purchases. Learn more
Sushma Kukkadapu’s account of building a financial-services monitoring dashboard with OpenObserve shows how a team can bring Java and Node.js service signals into one view. Her implementation used OpenTelemetry instrumentation, OpenObserve Query Language (OQL), visualizations and an alert for rising API failures. The results she reports are her team’s experience, not independently verified benchmarks or guaranteed outcomes.
Why Kukkadapu built a unified dashboard
Kukkadapu describes a publish API outage that was difficult to diagnose because relevant monitoring information was spread across separate tools. Recalling the moment, she says she told a colleague, “There has to be a better way.” Her response was to build a shared monitoring view for financial services rather than continue investigating service health across disconnected dashboards.
She says OpenObserve was selected for a unified approach to logs, metrics and traces, along with cost efficiency and flexibility for a mixed Java and Node.js stack. Her DZone account does not name other platforms the team considered or provide a comparative cost study, so it does not establish that OpenObserve is cheaper or better than a particular alternative. Read Kukkadapu’s account on DZone.
The Tool Desk
Outbyte Driver Updater FREEScan for outdated or missing drivers - takes under a minuteDriver Scan →Outbyte PC Repair FREERepair Windows errors before they cause bigger problemsFix Now →What the dashboard monitored
The implementation focused on service and API signals that could help the team spot failures and resource pressure. Kukkadapu describes instrumenting both Java and Node.js applications with OpenTelemetry counters, then using OpenObserve to query and visualize the resulting data.
#1 Best Overall
| Signal | How it was used in the account |
|---|---|
| API successes and failures | OpenTelemetry counters tracked outcomes; OQL queries supported API success-rate charts and an alert for increased failure rates. |
| API calls and errors | Counters captured request activity and errors to help expose service behavior. |
| Request duration | Included among the monitored examples described in the article. |
| CPU utilization | OQL queries supported CPU-utilization charts, helping the team identify resource-intensive work. |
These are examples from Kukkadapu’s article; the described queries and implementation have not been independently tested here. The account does not supply a complete instrumentation configuration, schema, or reproducible deployment guide.
How the implementation fits together
Instrument the Java and Node.js services
The first layer was application instrumentation. Kukkadapu says the team used OpenTelemetry counters to record successes, failures, API calls and errors across its Java and Node.js services. This made application outcomes available as metrics for the dashboard rather than leaving the team to infer service behavior from unrelated screens.
Query the signals with OQL
With the data available, the team used OpenObserve Query Language to build queries for API success rates and CPU utilization. These queried views were intended to turn collected telemetry into operational signals the team could inspect; the source does not publish enough query detail to reproduce exact OQL statements.
What’s actually slowing this PC down?
Pick the symptom - the matching free tool is one click away.
Build visualizations and add an alert
The queried data fed dashboard visualizations, while an alert was configured for an increase in API failure rates. That combination matters: charts help people examine trends, and an alert can draw attention to a condition that warrants investigation. The article does not specify the alert threshold, evaluation interval, notification channel, or escalation policy.
Rank #3
- [Bill Organizer Mastery]: Manage all your financials with Notewells' "Bill Organizer". This planner is essential for keeping track of subscriptions, invoices, and bill payments, ensuring timely payments every month.
- [All-in-One Financial Solution]: Notewells' planner is the perfect tool for organizing your bills, featuring sections for descriptions, due dates, and payment tracking. Streamline your financial management effortlessly and accurately.
- [Durable and Convenient]: Our "bill payment notebook" includes sturdy spiral binding and a back pocket, perfect for securing receipts and financial documents. Trust Notewells for organized and accessible financial records.
- [Premium Paper Quality]: Our "Financial Planner" features 100 gsm thick paper that prevents ink bleed and ghosting. Notewells guarantees that your financial records will stay clear and legible, preserving your data over time.
- [Stylish Financial Tracking]: Track your payments with style using our waterproof and elegantly designed planner. Notewells' "bill planner" combines practicality with a chic appearance, enhancing your daily finance management.
Results Kukkadapu reports
Kukkadapu attributes the following outcomes to the monitoring work in her 2025 DZone account. They are reported results from her team, not independently verified measurements; the article’s summary does not provide a measurement protocol or enough detail to generalize them to another deployment.
| Reported outcome | Attribution and qualification |
|---|---|
| 40% reduction in CPU use | Kukkadapu says monitoring helped identify an endpoint that the team optimized; she attributes the reduction to that work. |
| Typical diagnosis time from more than 3 hours to less than 1 hour | Kukkadapu reports this change in the team’s diagnosis time. |
| 22% reduction in cloud infrastructure costs | Kukkadapu attributes the reduction to identifying and optimizing resource-intensive operations. |
These figures describe one team’s experience. They should not be read as expected savings, a product benchmark, or a promise that adopting the same dashboard will produce the same outcome.
Rank #4
- Effective Budget Planning - Take control of your finances with the budget account book. This comprehensive planner allows you to plan and track your income, expenses, savings, and financial goals in one convenient place. With its intuitive layout and easy-to-use sections, you can stay organized and make informed decisions to achieve financial success.
- User-Friendly Layout - The budget planner features a user-friendly layout designed for easy navigation and organization. Each month, you'll find dedicated budget pages where you can set financial goals, track your income, and plan your expenses. Additional sections include debt trackers, savings goals, bill payment trackers, and more, making it simple to stay on top of your finances.
- Undated Monthly Calendar & Bonus Stickers - Featuring undated calendar each month, you'll have ample space to mark paydays, bills due, appointments, and important dates. Say goodbye to difficult writing spaces. Plus, we've included 3 cute sticker sheets that allow you to personalize your financial organizer and make budgeting more fun. Dates are not pre-printed and are completed by the user.
- Reliable and Convenient Design - Our monthly budget planner is designed for your convenience and built to last. The elastic band keeps everything securely in place, and the dual-sided pocket provides extra storage. Experience a budget planner that combines practicality and durability.
- Master Budgeting with Ease - Our financial planner includes a complete guidebook that provides valuable insights and instructions for optimal usage. From setting financial goals to tracking expenses, this guidebook offers step-by-step guidance and practical tips. Whether you're new to budgeting or an experienced user, this resource will help you make the most of your budget planner, empowering you to achieve financial success.
What was planned, not completed
Kukkadapu describes distributed tracing, machine-learning anomaly detection and correlations with business outcomes as future plans. They are not established as completed features of this project in her account. Readers should distinguish these proposed next steps from the Java and Node.js instrumentation, OQL queries, charts and failure-rate alert she describes as part of the dashboard.
Quick wins for a faster PC:
Clear out junk files and repair common Windows errorsFree Scan →Scan for outdated or missing drivers - takes under a minuteDriver Scan →Repair Windows errors before they cause bigger problemsFix Now →What this account can—and cannot—tell you
The article is useful as a first-person example of organizing financial-service monitoring around application telemetry, queries, visualizations and an alert. It does not independently confirm OpenObserve’s current capabilities or pricing, quantify the cost comparison behind the selection, or provide enough technical detail to reproduce the setup exactly. Teams evaluating a similar design would need to verify current product details and determine their own instrumentation, query, alerting and operational requirements.
Quick Recap
Best Value
- Easy To Track Your Finances: HAUTOCO accounting ledger book keeps you on top of your expenses and income! Help you keep your money organized, spend well, and set and achieve financial goals
- Premium Material: The A5 accounting ledger book has a total of 120 pages and 2040 lines of entries. It is made of 100gsm thick paper to reduce ink leakage; it is equipped with a waterproof and sturdy PP cover to protect the inner pages
- Practical Design: Compact 8.3 x 6.2'' expense tracker notebook is easy to carry and features information pages, 2025 calendar, yearly financial goals page, and PVC pocket for storing important tickets and loose items
- Manage Your Finances Effectively: Undated accounting books with number, date, description, account, payment or deposit amount, and total balance. You will be able to easily analyze your financial activities and quickly prepare accurate financial statements
- Ideal For Small Business or Personal Use: An accounting log journal can track your business or personal financial status. With a clear record of transactions, you can find unnecessary expenses or fraudulent charges
Product prices and availability are accurate as of the date/time indicated and are subject to change. Any price and availability information displayed on Amazon at the time of purchase will apply.
